Towards a Particle Swarm Optimization-Based Regression Rule Miner

被引：1
|
作者：
Minnaert, Bart [1 ]
Martens, David [1 ]
机构：
[1] Univ Ghent, Univ Coll Ghent, Fac Econ & Business Adm, B-9000 Ghent, Belgium
来源：
12TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS (ICDMW 2012) | 2012年
关键词：
regression; rule mining; particle swarm optimization; heuristic;
D O I：
10.1109/ICDMW.2012.44
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We present the work in progress on a rule mining algorithm for regression using particle swarm optimization (PSO). Subproblems occuring during development involve the encoding of rules as particles and suitable PSO parameter tuning. A key subtask is the selection of a good rule learning heuristic. We introduce a novel heuristic for which preliminary results show promise.
引用
收藏
页码：961 / 963
页数：3
相关论文
共 50 条
  • [31] Adaptive Particle Swarm Optimization-Based Particle Filter for Tracking Maneuvering Object
    Qie Zhian
    Li Jianxun
    Zhang Yong
    2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 4685 - 4690
  • [32] Particle Swarm Optimization-based Solution Updating Strategy for Biogeography-based Optimization
    Li, Dongyang
    Guo, Weian
    Wang, Lei
    Chen, Ming
    2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2016, : 455 - 459
  • [33] A co-evolutionary particle swarm optimization-based method for multiobjective optimization
    Meng, HY
    Zhang, XH
    Liu, SY
    AI 2005: ADVANCES IN ARTIFICIAL INTELLIGENCE, 2005, 3809 : 349 - 359
  • [34] Particle swarm optimization-based augmented lagrangian algorithm for constrained optimization problems
    Liu, C., 1600, Academic Journals (08):
  • [35] Rule discovery with particle swarm optimization
    Liu, Y
    Qin, Z
    Shi, ZW
    Chen, JY
    CONTENT COMPUTING, PROCEEDINGS, 2004, 3309 : 291 - 296
  • [36] A particle swarm optimization-based state estimation scheme for moving objects
    Lee, T. -E.
    Su, J. -P.
    Yu, K. -W.
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2012, 34 (2-3) : 236 - 254
  • [37] Modified particle swarm optimization-based multilevel thresholding for image segmentation
    Yi Liu
    Caihong Mu
    Weidong Kou
    Jing Liu
    Soft Computing, 2015, 19 : 1311 - 1327
  • [38] Particle Swarm Optimization-based Feature Selection for Cognitive State Detection
    Firpi, H. Alexer
    Vogelstein, R. Jacob
    2011 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2011, : 6556 - 6559
  • [39] Particle Swarm Optimization-Based Neural Network for Wireless Heterogeneous Networks
    Chirayil, Divya Y.
    COMPUTATIONAL VISION AND BIO-INSPIRED COMPUTING ( ICCVBIC 2021), 2022, 1420 : 173 - 180
  • [40] Particle swarm optimization-based algorithm for fuzzy parallel machine scheduling
    J. Behnamian
    The International Journal of Advanced Manufacturing Technology, 2014, 75 : 883 - 895
12345